{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导包\n",
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "file_path = \"../../data.txt\"\n",
    "out_path = \"../../out.txt\"  \n",
    " \n",
    "Graph = nx.DiGraph()\n",
    "Graph.add_nodes_from(range(0, 8297))\n",
    "data = pd.read_csv(file_path, delim_whitespace=True, header=None)\n",
    "rows = data.shape[0]\n",
    "for i in range(rows):\n",
    "    column = data.iloc[i, 0] - 1\n",
    "    row = data.iloc[i, 1] - 1\n",
    "    Graph.add_edge(column, row)\n",
    " \n",
    "# # 绘图\n",
    "# nx.draw(Graph, with_labels=True)\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "pr = nx.pagerank(Graph, max_iter=100, tol=1e-8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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0.00010482593313530691, 8233: 9.468556640026e-05, 8234: 0.0001077890382259119, 8235: 8.180632835847284e-05, 8236: 6.705710726905355e-05, 8237: 9.727443926893673e-05, 8238: 9.741081632475693e-05, 8239: 7.976048459895098e-05, 8240: 9.224845608442105e-05, 8241: 0.00010283529801071516, 8242: 8.818535204363972e-05, 8243: 9.351724375893387e-05, 8244: 9.080622182954731e-05, 8245: 0.00010776199036497352, 8246: 0.0005731519325103491, 8247: 0.00011201551728699512, 8248: 9.681602653440857e-05, 8249: 0.0005237340001570108, 8250: 0.00010949064269026533, 8251: 7.712702968402376e-05, 8252: 7.93365795651629e-05, 8253: 8.087693922510473e-05, 8254: 8.037673955002715e-05, 8255: 9.162042277968426e-05, 8256: 0.00010166607244351709, 8257: 7.899692306048415e-05, 8258: 8.809443434263293e-05, 8259: 8.516320751748594e-05, 8260: 8.033260118127042e-05, 8261: 7.376349024884864e-05, 8262: 8.398032793860483e-05, 8263: 9.820039700922061e-05, 8264: 8.021523292380141e-05, 8265: 8.955815388926175e-05, 8266: 8.005687647057147e-05, 8267: 9.178251984166305e-05, 8268: 7.823566957741872e-05, 8269: 8.942822959369788e-05, 8270: 6.113287683680154e-05, 8271: 0.00010575664061221523, 8272: 8.024525179761085e-05, 8273: 8.40533141322604e-05, 8274: 8.841962648866582e-05, 8275: 7.938447427238344e-05, 8276: 7.26816618456935e-05, 8277: 9.083246772959552e-05, 8278: 6.935860989422073e-05, 8279: 7.351445467547526e-05, 8280: 9.164359225356077e-05, 8281: 7.943176351139784e-05, 8282: 9.464562660823969e-05, 8283: 8.065437481764104e-05, 8284: 8.546208540618641e-05, 8285: 9.196916359312718e-05, 8286: 0.0004638790658123617, 8287: 7.774435165471912e-05, 8288: 8.990259158313741e-05, 8289: 9.152516124762252e-05, 8290: 8.143805699963982e-05, 8291: 8.88851106072432e-05, 8292: 9.052942713409913e-05, 8293: 6.509067234614251e-05, 8294: 9.502605914473934e-05, 8295: 8.359280136750038e-05, 8296: 7.361497602204615e-05}\n"
     ]
    }
   ],
   "source": [
    "print(pr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "sorted_dict = sorted(pr.items(), key = lambda x:x[1], reverse = True)\n",
    "print(sorted_dict)"
   ]
  }
 ],
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